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ComfyDeploy: How ComfyUI_Diffree works in ComfyUI?

What is ComfyUI_Diffree?

using diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model

How to install it in ComfyDeploy?

Head over to the machine page

  1. Click on the "Create a new machine" button
  2. Select the Edit build steps
  3. Add a new step -> Custom Node
  4. Search for ComfyUI_Diffree and select it
  5. Close the build step dialig and then click on the "Save" button to rebuild the machine

Youu can using Diffree in ComfyUI

Diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model


Update

2024/10/30

  • 优化一些代码,但是还有4G左右的占用一直没有被清理,有空再搞吧。因为推理用的autocast("cuda"),所以有些较旧的cuda卡可能会OOM

1.Installation

In the ./ComfyUI /custom_node directory, run the following:

git clone https://github.com/smthemex/ComfyUI_Diffree.git

2.requirements

if K_diffusion... missing module... check “no_need_requirements.txt”,pip missing module. K_diffusion 需求的库文件也在no_need_requirements.txt 里,缺啥装啥

pip install -r requirements.txt

如果是便携包的,提示缺少K-diffusion需要在comfyUI/python_embeded目录下,打开CMD pip安装需求文件;
if using portable standalone build for Windows 'comfyUI, you need in comfyUI/python_embeded;

python -m pip install -r requirements.txt

或者 or: python pip install -r requirements.txt --target "you path/comfyUI/python_embeded/Lib/site-packages"

Based on the SD model, ComfyUI users basically do not need to install any requirement libraries。
基于sd的模型,comfyUI安装版的用户,基本上不用装任何需求库

If a module is missing, please open 'nou_need-requirements.txt'
如果缺失库,请打开nou_need_requirements.txt文件看你少了啥

3 Need model

3.1 base model,只有1个,only a model: diffree-step=000010999.ckpt

├── ComfyUI/models/checkpoints/
|      ├── diffree-step=000010999.ckpt

3.2 vae
模型内置,并不需要 you can try some one

4 using tips

--推荐使用512或者类似的尺寸,他们用的256图幅训练,推荐的是320(稍微小了,现在SDXL当道);
--Recommend using a size of 512 or similar, they use 256 frames for training, and the recommended size is 320;

5 Example

Text-Guided Shape Free Object Inpainting 常规文生内绘图演示。

Citation

OpenGVLab/Diffree

@article{zhao2024diffree,
  title={Diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model},
  author={Zhao, Lirui and Yang, Tianshuo and Shao, Wenqi and Zhang, Yuxin and Qiao, Yu and Luo, Ping and Zhang, Kaipeng and Ji, Rongrong},
  journal={arXiv preprint arXiv:2407.16982},
  year={2024}
}